{"id":"W4414136107","doi":"10.1136/bmjresp-2025-003298","title":"Differentiating clinically important interstitial lung abnormalities in lung cancer screening","year":2025,"lang":"en","type":"article","venue":"BMJ Open Respiratory Research","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Medical Research Council; CRUK Lung Cancer Centre of Excellence; Roy Castle Lung Cancer Foundation; University College London Hospitals NHS Foundation Trust; Rosetrees Trust; University College London; Grail; UK Regenerative Medicine Platform; National Institute for Health and Care Research; Garfield Weston Foundation; Wellcome Trust; Francis Crick Institute; UCLH Biomedical Research Centre; Cancer Research UK","keywords":"Lung; Lung cancer screening; Comorbidity; Lung cancer; Multiorgan failure; Interstitial lung disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009384488,0.0005332382,0.0004744923,0.00488129,0.0003555842,0.001353996,0.0008302005,0.0006291802,0.0006514458],"category_scores_gemma":[0.01958646,0.0002536894,0.0004532641,0.00131479,0.000708097,0.0006709734,0.001732984,0.000433423,0.000166146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004279842,"about_ca_system_score_gemma":0.0005813623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002775738,"about_ca_topic_score_gemma":0.006925059,"domain_scores_codex":[0.9955384,0.001916981,0.0006231699,0.0005216215,0.001094418,0.0003053802],"domain_scores_gemma":[0.9841778,0.006931135,0.005643952,0.0007046487,0.001780898,0.0007616397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001189393,0.000010023,0.9954495,0.00004033386,0.00002895972,0.00008429726,0.0001117981,0.00008748975,0.0003655267,0.00001598379,0.00004849499,0.0036386],"study_design_scores_gemma":[0.000009600249,0.0001708343,0.9961603,0.00005493831,0.00006250848,0.001140341,0.0003489291,0.001064316,0.0006404273,0.0001117054,0.0002268566,0.000009363106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961734,0.001296421,0.001495864,0.00004826707,0.00002144414,0.00004576629,0.0001391143,0.00001931828,0.0007603567],"genre_scores_gemma":[0.9984037,0.0001315654,0.001260467,0.00001202134,0.00001662034,0.00001042391,0.000117306,0.000002478074,0.00004536932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009384488,"threshold_uncertainty_score":0.04963046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1381942824775986,"score_gpt":0.52383067634549,"score_spread":0.3856363938678914,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}